Int'l Code Council v. UpCodes ( 2022 )


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  • 21-826 (L)
    Int'l Code Council v. UpCodes
    UNITED STATES COURT OF APPEALS
    FOR THE SECOND CIRCUIT
    August Term, 2021
    (Argued: October 13, 2021            Decided: July 29, 2022)
    Docket Nos. 21-826, 21-827
    INTERNATIONAL CODE COUNCIL, INC.,
    Plaintiff–Counter-Defendant–Appellant,
    AMERICAN SOCIETY OF CIVIL ENGINEERS,
    Plaintiff,
    v.
    UPCODES INC.,
    Defendant–Counter-Claimant–Appellee,
    GARRETT REYNOLDS, SCOTT REYNOLDS,
    Defendants-Appellees.
    Before:         WALKER, SACK, AND CARNEY, Circuit Judges.
    International Code Council, Inc. ("ICC"), a nonprofit organization that
    develops model building codes and standards, sued a for-profit competitor,
    UpCodes, Inc., for false advertising and false statements in violation of the
    Lanham Act, 
    15 U.S.C. § 1125
    (a), New York General Business Law §§ 349 and
    350-a, and New York's common law of unfair competition. ICC alleges that
    UpCodes falsely asserted that its codes were always up to date, that its codes
    integrated all amendments enacted by local jurisdictions, and that it was the sole
    provider of such integrated amendments. The United States District Court for
    the Southern District of New York (Marrero, J.) sua sponte and without notice
    converted the parties' pre-motion letters into a motion to dismiss and a response,
    and then granted that motion. On appeal, we conclude that the district court
    erred by failing to provide ICC with notice and an opportunity to fully defend
    the sufficiency of its complaint. However, because the parties have fully briefed
    21-826 (L)
    Int'l Code Council v. UpCodes
    the legal issues presented on appeal and we review a dismissal for failure to state
    a claim de novo, we reach the merits and reverse on nearly all grounds. We
    conclude that ICC adequately pled falsity as to UpCodes's assurances of
    accuracy, statements regarding integration of all amendments, and assertions of
    unique services. We also conclude that ICC sufficiently alleged the materiality of
    the challenged statements. We affirm the district court's decision only to the
    extent that it dismissed claims premised on UpCodes's promises that its
    customers would glean a "complete understanding" of relevant code, but we
    affirm that narrow dismissal on different grounds. We therefore
    AFFIRM IN PART and REVERSE IN PART the district court's decision and
    order and REMAND for further proceedings consistent with this opinion.
    J. KEVIN FEE (James Hamilton, Raechel Keay
    Kummer, Jane W. Wise, Jason Y. Siu, on the
    brief), Morgan, Lewis & Bockius LLP,
    Washington, D.C., for Appellant;
    EUGENE NOVIKOV, (Joseph C. Gratz, Ragesh
    K. Tangri, Catherine Y. Kim, on the brief),
    Durie Tangri LLP, San Francisco, CA, for
    Appellees.
    SACK, Circuit Judge:
    International Code Council, Inc. ("ICC"), a nonprofit organization that
    develops model building codes and standards, sued a for-profit competitor,
    UpCodes, Inc., for false advertising in violation of the Lanham Act, 
    15 U.S.C. § 1125
    (a), New York General Business Law §§ 349 and 350-a, and New York's
    common law of unfair competition. ICC alleges that UpCodes falsely asserted
    that its codes are always up to date, that its codes integrate all amendments
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    Int'l Code Council v. UpCodes
    enacted by local jurisdictions, and that it is the sole provider of such integrated
    amendments. The United States District Court for the Southern District of New
    York (Marrero, J.) sua sponte and without notice converted the parties' pre-motion
    letters into a motion to dismiss and a response, and then granted that motion.
    On appeal, we conclude that the district court erred by failing to provide
    ICC with notice and an opportunity to fully defend the sufficiency of its
    complaint. We reach the merits because the pleadings are before us, the parties
    have fully briefed all issues raised in the appeal, and we review a grant of a
    motion to dismiss de novo. We conclude that ICC adequately pled falsity as to
    UpCodes's assurances of accuracy, statements regarding integration of all
    amendments, and assertions of unique services. We also conclude that ICC
    sufficiently alleged the materiality of the challenged statements. We affirm the
    district court's decision only to the extent that it dismissed claims premised on
    UpCodes's promises that its customers would gain a "complete understanding"
    of relevant code, but we do so on different grounds from those relied upon by
    the district court.
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    BACKGROUND
    Factual Background
    Unless otherwise noted, "[a]ll facts are taken from plaintiff['s] complaint,
    and because plaintiff[] appeal[s] from an order granting a motion to dismiss, we
    accept all factual allegations in the complaint as true." Salazar v. King, 
    822 F.3d 61
    , 68 n.5 (2d Cir. 2016).
    ICC is a nonprofit organization that develops model building codes, fire
    safety codes, plumbing codes, and other similar materials. It publishes updated
    versions of these codes—known as "International Codes" or "I-Codes"—every
    three years. Many state and local governments adopt these model codes into
    their statutes and regulations, establishing them as binding law within their
    jurisdictions. When a local government adopts an I-Code, it often does not
    publish the entirety of the code; rather, it codifies the code by reference and then
    publishes its own amendments. ICC also publishes "Custom Codes" that
    integrate these amendments into the I-Codes, to reflect the governing law in
    those jurisdictions. Although the public can view I-Codes free of charge, ICC
    covers the cost of developing codes by selling physical and electronic copies of
    the I-Codes and Custom Codes and by offering enhanced services that allow
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    Int'l Code Council v. UpCodes
    customers to access code commentaries and use tools such as highlighting,
    bookmarking, and annotation.
    In 2016, defendants Garrett Reynolds and Scott Reynolds founded
    UpCodes, a for-profit company that directly competes with ICC. UpCodes's
    business model allegedly relies on "selling and giving away unauthorized copies
    of the I-Codes and the Custom Codes." App'x 27, ¶ 28. UpCodes allegedly
    charges their subscribers a premium to access versions of ICC's publications with
    integrated amendments.
    As relevant to ICC's claims, UpCodes made three categories of statements
    on its website and Twitter account about its products: (1) representations relating
    to the accuracy of the codes available on UpCodes's website, including claims
    that its codes were "always up to date," App'x 33-34, ¶ 50, and that the website
    "provides a complete understanding of relevant material," 
    id. at 34-35, ¶ 52
    ;
    (2) statements relating to UpCodes's publication of codes with integrated
    amendments, including claims such as, "UpCodes hosts the adopted codes as
    enacted by the state or local jurisdiction," 
    id. at 36, ¶ 54
    ; and (3) statements
    relating to UpCodes being the sole source of codes with integrated amendments,
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    Int'l Code Council v. UpCodes
    including claims that UpCodes is the "only place where all the codes are kept up-
    to-date with all the amendments integrated natively into the code," 
    id. at 34, ¶ 51
    .
    ICC alleges that these statements were false and misleading. First, ICC
    claims that UpCodes's assertions of accuracy were false because its codes
    contained significant errors. These alleged errors fall into four categories: (1)
    scanning errors; (2) posting non-law, i.e., publishing I-Code material as law
    when it had not been adopted; (3) omitting law, i.e., failing to post I-Code
    material that had been adopted as law; and (4) failing to integrate various state
    and local amendments. Second, ICC claims that UpCodes's statements that it
    hosts codes as enacted by jurisdictions were false because of the errors relating to
    amendment integration. Finally, ICC alleges that UpCodes falsely advertised
    that it is the sole provider of integrated amendments when ICC also offers
    Custom Codes with integrated amendments.
    Procedural History
    On August 17, 2017, ICC filed a separate copyright infringement action
    against UpCodes in the United States District Court for the Southern District of
    New York, claiming that UpCodes infringed ICC's copyrights by posting the I-
    Codes and integrated codes that incorporated the I-Codes by reference. See Int'l
    6
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    Int'l Code Council v. UpCodes
    Code Council, Inc. v. UpCodes, Inc., No. 17 CIV. 6261, 
    2020 WL 2750636
    , at *4
    (S.D.N.Y. May 27, 2020). After discovery was completed in that action, ICC
    moved for summary judgment, and UpCodes filed a cross motion for partial
    summary judgment. The district court denied both motions in May 2020.
    On June 5, 2020, shortly after the denial of summary judgment in the
    copyright action, ICC filed this suit against UpCodes and its founders for false
    advertising in violation of the Lanham Act, 
    15 U.S.C. § 1125
    (a), and New York
    General Business Law §§ 349 and 350-a, and for unfair competition under New
    York common law. On June 15, 2020, the district court consolidated the false
    advertising action with the copyright action for pre-trial purposes only.
    Prior to UpCodes's filing of a motion to dismiss and pursuant to Judge
    Marrero's published individual practices, the parties exchanged pre-motion
    letters—which were limited to three pages by those practices—outlining their
    arguments for or against dismissal. Instead of scheduling the post-letter
    conference called for by those same individual practices, however, on March 1,
    2021, the district court sua sponte and without notice converted the parties' pre-
    motion letters into a motion to dismiss and opposition. Based on those three-
    page letters alone and without providing the parties an opportunity to file a
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    motion and response, much less to be heard with full briefing, the court
    dismissed ICC's complaint in its entirety. See Int'l Code Council, Inc. v. UpCodes,
    Inc., No. 17 CIV. 6261, 
    2021 WL 1236106
     (S.D.N.Y. Mar. 1, 2021).
    According to the district court, although ICC had adequately pled that
    UpCodes's representations of accuracy and completeness were false, those
    statements were "nonactionable puffery" because they were "exaggerated" claims
    "upon which no reasonable buyer would be justified in relying." 
    Id. at *6-8
    (internal quotation marks omitted). The court further concluded that ICC failed
    to plead falsity as to UpCodes's representations regarding integrated
    amendments, determining that those claims "are neither literally nor impliedly
    false" because ICC conceded that UpCodes's website does include "some but not
    all" integrated amendments. 
    Id. at *6
    . Finally, the court determined that ICC had
    abandoned its claim that UpCodes made false statements about being the
    exclusive provider of codes with integrated local amendments. In their
    pre-motion letter, the defendants had argued that ICC did not adequately allege
    falsity because one of the statements touting UpCodes as "the only source of
    integrated amendments" was limited to "jurisdictions [that] do not provide
    integrated code books." 
    Id. at *8
    . Based on ICC's pre-motion letter, the court
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    determined that "Plaintiff d[id] not respond to this argument," and the court
    "consider[ed] it conceded." 
    Id.
    The court therefore dismissed all of ICC's false advertising claims under
    the Lanham Act and New York statutory law and dismissed ICC's New York
    common law claims for unfair competition claims because they "mirror the
    Lanham Act claims." 
    Id. at *9
     (internal quotation marks omitted).
    DISCUSSION
    On appeal, ICC argues that the district court erred by relying solely on
    pre-motion letters and dismissing its complaint without allowing the parties to
    brief the issues in the ordinary course. ICC also argues that the district court
    erred by holding that UpCodes's promises of accuracy were nonactionable
    puffery and by concluding that it failed to adequately plead the falsity of the
    other categories of statements. ICC further asserts that it adequately pled the
    materiality of challenged statements. For reasons given below, we agree with
    ICC on nearly all counts.
    I.       Standard of Review
    We review the dismissal of a complaint for failure to state a claim upon
    which relief can be granted de novo. See Dane v. UnitedHealthcare Ins. Co., 
    974 F.3d 9
    21-826 (L)
    Int'l Code Council v. UpCodes
    183, 188 (2d Cir. 2020). "To survive a motion to dismiss, a complaint must
    contain sufficient factual matter, accepted as true, to 'state a claim to relief that is
    plausible on its face.'" Ashcroft v. Iqbal, 
    556 U.S. 662
    , 678 (2009) (quoting Bell Atl.
    Corp. v. Twombly, 
    550 U.S. 544
    , 570 (2007)). We "accept[] all well-pleaded
    allegations in the complaint as true, drawing all reasonable inferences in the
    plaintiff's favor." Operating Loc. 649 Annuity Tr. Fund v. Smith Barney Fund Mgmt.
    LLC, 
    595 F.3d 86
    , 91 (2d Cir. 2010). Thus, "[f]act-specific questions cannot be
    resolved on the pleadings." Anderson News, L.L.C. v. Am. Media, Inc., 
    680 F.3d 162
    , 185 (2d Cir. 2012) (brackets, citation, and internal quotation marks omitted).
    II.      Dismissal of ICC's Complaint Based on Pre-Motion Letters
    The district court erred by sua sponte and without notice construing the
    parties' pre-motion letters as briefing on a motion to dismiss and granting that
    motion.
    We have instructed district courts in our Circuit “not [to] dismiss an action
    pending before it without first providing the adversely affected party with notice
    and an opportunity to be heard.” McGinty v. New York, 
    251 F.3d 84
    , 90 (2d Cir.
    2001); see also 
    id.
     ("[A] sua sponte dismissal absent notice and an opportunity to be
    heard can itself be grounds for reversal . . . ."). "Unless it is unmistakably clear
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    Int'l Code Council v. UpCodes
    that the court lacks jurisdiction, or that the complaint lacks merit or is otherwise
    defective, we believe it is bad practice for a district court to dismiss" without
    notice and "without affording a plaintiff the opportunity to be [fully] heard in
    opposition." Snider v. Melindez, 
    199 F.3d 108
    , 113 (2d Cir. 1999).
    Although "this Court has occasionally 'approved' the practice of construing
    pre-motion letters as the motions themselves . . . under appropriate
    circumstances," Kapitalforeningen Lægernes Inv. v. United Techs. Corp., 
    779 F. App'x 69
    , 70 (2d Cir. 2019) (summary order) (internal quotation marks omitted), this
    case does not present such circumstances. Panels of this Court have, indeed,
    condoned district courts' denials of non-dispositive motions based on pre-motion
    letters when those letters were sufficiently lengthy to address all relevant
    arguments and when there was a clear lack of merit to the arguments supporting
    the motion. See, e.g., StreetEasy, Inc. v. Chertok, 
    730 F. App'x 4
    , 6 (2d Cir. 2018)
    (summary order) (affirming denial of pre-motion letter construed as Rule 60
    motion when "the parties offered detailed arguments in pre-motion letters that
    evidenced the clear lack of merit in [the appellant's] contemplated motion," and
    the appellant could not identify "any additional arguments he would have
    pressed . . . had he been permitted to file full motion briefs initially"); In re Best
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    Int'l Code Council v. UpCodes
    Payphones, Inc., 
    450 F. App'x 8
    , 15 (2d Cir. 2011) (summary order) (affirming
    denial of seven-page, single-spaced pre-motion letter construed as sanctions
    motion "[g]iven the length and detail of the Pre-motion Letter and responses, and
    the clear lack of merit," and noting that the appellant could not identify "any
    additional argument it would have made had it filed full motion papers").
    Cf. Griffin v. Sheeran, 
    767 F. App'x 129
    , 132 (2d Cir. 2019) (summary order)
    (holding that court "acted outside the scope of its powers" by converting pre-
    motion letter into motion to intervene and denying that motion because the case
    was "unlike others where this Court has previously approved" of such actions
    after "allow[ing] the movant to offer reply letters, exhibits, and/or oral
    argument"). 1
    The circumstances in which we have found such abbreviated proceedings
    appropriate are poles apart from those presented in this appeal. Here, the court
    1 On one occasion, a panel approved this district court's sua sponte conversion of a
    pre-motion letter and dismissal of a complaint for lack of subject matter
    jurisdiction. See Mazaya Trading Co. v. Li & Fung Ltd., 
    833 F. App'x 841
    , 842 (2d
    Cir. 2020) (summary order). That case involved an obvious lack of subject matter
    jurisdiction, see 
    id. at 842-43
    ; it is well established that courts are obligated to sua
    sponte consider such a deficiency, see, e.g., Gonzalez v. Thaler, 
    565 U.S. 134
    , 141
    (2012).
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    granted (rather than denied) a dispositive motion; the pre-motion letters were
    limited to three pages; and—as indicated by our reversal for the reasons detailed
    below—ICC's arguments against dismissal did not clearly lack merit. As recently
    as May of this year, we noted other plaintiffs' "valid concern[s]" that this district
    judge's similar actions in another case possibly violated local rules and the
    judge's individual practices.2 Grossman v. GEICO Cas. Co., No. 21-2789, 
    2022 WL 2
     Local Rule 7.1 provides that "[a]pplications for a pre-motion conference[] and
    similar non-dispositive matters . . . may be brought by letter-motion." S.D.N.Y. L.R.
    7.1(d) (emphasis added). Moreover, the 2013 Committee Note to Rule 7.1
    expressly prohibits moving to dismiss through a letter motion. See S.D.N.Y. L.R.
    7.1, 2013 comm. note. The district judge's individual practices require the
    defendant, "prior to filing" a motion to dismiss, to "communicate with the
    plaintiff by letter not exceeding three single-spaced pages . . . setting forth the . . .
    pleading deficiencies in the complaint." Individual Practices of U.S. District
    Judge Victor Marrero § II.B.1 (Feb. 3, 2020). The plaintiff then is given seven days
    to respond or seek leave to amend the complaint. Id. If the parties fail to resolve
    their disputes through the letter exchange, the district court assures parties that it
    will schedule a conference "to provide any appropriate preliminary guidance or
    rulings." Id. § II.B.2. We see no indication that the court may dismiss the case
    based solely on these letters without warning; rather, the court's generic practices
    for all pre-motion letters indicate that only "[w]here the circumstances warrant"
    and "the pre-motion letter contains a sufficient factual and legal statement of the
    matter at issue," the district court on its own motion "may treat such letter as
    constituting a motion for the relief request[ed] and direct that it be filed as such and
    that the parties respond and reply by letter-briefs of specified lengths.” Id. § II.A.2
    (emphasis added); see also Grossman v. GEICO Cas. Co., No. 21-2789, 
    2022 WL 1656593
    , at *4 & n.4 (2d Cir. May 25, 2022) (summary order) (indicating in similar
    circumstances that the court violated local rules and judge's individual practices).
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    1656593, at *4 (2d Cir. May 25, 2022) (summary order); see also Kapitalforeningen
    Lægernes Inv., 779 F. App'x at 70 (expressing criticism of the fact that "[e]ight
    months" after filing of pre-motion letter and "without a hearing or further notice
    to the parties, Judge Marrero construed [defendant's] pre-motion letter as an
    actual motion and dismissed the . . . complaint," but "essentially treat[ing] [the]
    district court's failure . . . as a form of harmless error" in light of the obvious
    deficiencies in the complaint). Our disapproval of similar practices is
    longstanding. See, e.g., Perez v. Ortiz, 
    849 F.2d 793
    , 797 (2d Cir. 1988) (holding
    that a "particular [District of Connecticut] district judge" erred by dismissing
    "five separate . . . cases" "sua sponte and without notice to plaintiffs," and
    commenting that “we [were] troubled by the procedural aspects of these
    dismissals” (brackets and internal quotation marks omitted)).
    We reiterate our concern here. First, parties must be afforded notice that
    the court is considering dismissal based solely on the arguments presented in
    pre-motion letters. As a general matter, a "district court inappropriately
    dismisse[s]" a case when it does so "without informing plaintiffs it was
    contemplating such action." McGinty, 
    251 F.3d at 90
     (internal quotation marks
    omitted). We have explained that
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    Int'l Code Council v. UpCodes
    [n]otice serves several important purposes. It gives the
    adversely affected party a chance to develop the record
    to show why dismissal is improper; it facilitates de novo
    review of legal conclusions by ensuring the presence of
    a fully-developed record before an appellate court; and,
    it helps the trial court avoid the risk that it may have
    overlooked valid answers to what it perceives as defects
    in [the] plaintiff's case.
    
    Id.
     (citations omitted).
    Second, by relying solely on three-page pre-motion letters, the district
    court denied the "[non-moving party] the opportunity to present [its] best
    arguments in opposition." Perez, 
    849 F.2d at 797
    . ICC likely understandably
    assumed (per local rules and the judge's individual practices) that it would have
    the opportunity to fully respond to a formal motion to dismiss. And, by denying
    ICC this opportunity, the district court actually did "overlook[] valid answers to
    what it perceive[d] as defects in [the] plaintiff's case," McGinty, 
    251 F.3d at 90
    , as
    evidenced by our near total reversal on the merits. Indeed, with respect to one
    question before the court—whether ICC adequately pled that UpCodes falsely
    stated that it was the sole source of integrated amendments—the district court
    did not permit ICC to present its valid answer, holding instead that ICC
    abandoned the claim by omission in a letter it did not know was expected to
    contain, in three pages, the entirety of its case.
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    Int'l Code Council v. UpCodes
    Third, the district court's course of action did nothing to conserve judicial
    resources. See Snider, 
    199 F.3d at 113
     ("[D]enying a plaintiff an opportunity to be
    heard 'may tend to produce the very effect the court seeks to avoid—a waste of
    judicial resources—by leading to appeals and remands.'" (quoting Perez, 
    849 F.2d at 797
    )).
    Rather than remand for the parties to submit and the district court to
    consider a fully briefed motion to dismiss, we reach the merits of ICC's claims.
    As we have occasionally noted in prior cases, we need not necessarily return the
    matter to the district court when the parties "have fully briefed all the questions
    raised on th[e] appeal," "those issues are predominantly of a legal nature" such
    that we review de novo, and "we believe we are adequately informed to decide
    them." McGinty, 
    251 F.3d at 90
    ; see also Grossman, 
    2022 WL 1656593
    , at *4;
    Kapitalforeningen, 779 F. App'x at 70. Unlike the district court, which ruled based
    on six pages of letters outlining some of the parties' arguments, we have received
    approximately 135 pages of briefs thoroughly and comprehensively arguing the
    complex legal questions raised on appeal. We have also benefitted from hearing
    the parties' extensive oral arguments. Finally, we think it is particularly
    appropriate for us to decide the merits of this case because we reach a
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    substantially different result than did the district court after its abbreviated
    proceedings.
    III.     Analysis
    A.      The Lanham Act
    Section 43(a) of the Lanham Act prohibits the use of any "false or
    misleading description of fact" in promotional statements that "misrepresents the
    nature, characteristics, [or] qualities" of products or services. 
    15 U.S.C. § 1125
    (a)(1). 3 To state a false advertising claim under section 43(a), a plaintiff
    must first plausibly allege the falsity of the challenged statement. See Merck
    Eprova AG v. Gnosis S.p.A., 
    760 F.3d 247
    , 255 (2d Cir. 2014). In addition to falsity,
    3"Under New York law, common law unfair competition claims closely resemble
    Lanham Act claims except insofar as the state law claim may require an
    additional element of bad faith or intent." Genesee Brewing Co., Inc. v. Stroh
    Brewing Co., 
    124 F.3d 137
    , 149 (2d Cir. 1997) (internal quotation marks omitted).
    New York General Business Law Section 349 prohibits "[d]eceptive acts or
    practices in the conduct of any business, trade or commerce or in the furnishing
    of any service in this state," and Section 350 prohibits "[f]alse advertising in the
    conduct of any business, trade or commerce or in the furnishing of any service in
    this state." The elements of each are similar in substance to those of a false
    advertising claim under the Lanham Act. See Orlander v. Staples, Inc., 
    802 F.3d 289
    , 300 (2d Cir. 2015) ("To successfully assert a claim under either section, a
    plaintiff must allege that a defendant has engaged in (1) consumer-oriented
    conduct that is (2) materially misleading and that (3) plaintiff suffered injury as a
    result of the allegedly deceptive act or practice." (internal quotation marks
    omitted)).
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    the plaintiff must also plausibly allege materiality, i.e., "that the false or
    misleading representation involved an inherent or material quality of the
    product." Apotex Inc. v. Acorda Therapeutics, Inc., 
    823 F.3d 51
    , 63 (2d Cir. 2016)
    (internal quotation marks omitted). Finally, the plaintiff must plausibly assert
    "that the defendant placed the false or misleading statement in interstate
    commerce, and that the plaintiff has been injured as a result of the
    misrepresentation, either by direct diversion of sales or by a lessening of
    goodwill associated with its products." Merck Eprova AG, 760 F.3d at 255
    (alteration, internal quotation marks, and citations omitted). 4
    B.      Falsity
    A plaintiff can demonstrate falsity either by showing: (1) literal falsity, i.e.,
    "that the challenged advertisement is . . . false on its face," or (2) implied falsity,
    i.e., "that the advertisement, while not literally false, is nevertheless likely to
    mislead or confuse consumers." Tiffany (NJ) Inc. v. eBay Inc., 
    600 F.3d 93
    , 112 (2d
    Cir. 2010) (quoting Time Warner Cable, Inc. v. DIRECTV, Inc., 
    497 F.3d 144
    , 153 (2d
    Cir. 2007)).
    4UpCodes does not appear to contest that ICC adequately alleges that the
    statements were placed in interstate commerce or that ICC plausibly pleads an
    injury.
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    "A message can only be literally false if it is unambiguous." Church &
    Dwight Co., Inc. v. SPD Swiss Precision Diagnostics, GmBH, 
    843 F.3d 48
    , 65 (2d Cir.
    2016). We have explained that "a district court evaluating whether an
    advertisement is literally false must analyze the message conveyed in full
    context, i.e., it must consider the advertisement in its entirety and not engage in
    disputatious dissection." Time Warner, 
    497 F.3d at 158
     (internal quotation marks,
    citations and alterations omitted). "A court may find a statement literally false by
    necessary implication, without considering extrinsic evidence, when the
    advertisement's 'words or images, considered in context, necessarily and
    unambiguously imply a false message.'" Church & Dwight Co., 843 F.3d at 67 n.8
    (quoting Time Warner Cable, 
    497 F.3d at 148
    ).
    On the other hand, an "impliedly false" message "leaves 'an impression on
    the listener or viewer that conflicts with reality.'" Id. at 65 (quoting Time Warner,
    
    497 F.3d at 153
    ). We have warned that "[i]mplied falsity should not be confused
    with literal falsity by necessary implication." 
    Id.
     at 67 n.8. Impliedly false
    statements can be ambiguous, but their falsity is usually "demonstrated through
    extrinsic evidence of consumer confusion or through evidence of the defendant's
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    deliberate deception, which creates a rebuttable presumption of consumer
    confusion." 
    Id.
     (citation omitted).
    1. UpCodes's statements regarding integrated amendments
    ICC alleges that UpCodes's advertisements and promotional statements
    imply that UpCodes's website integrates all amendments adopted by a relevant
    jurisdiction, but their website actually omits numerous amendments. The
    district court dismissed this claim after determining that ICC did not adequately
    plead the falsity of these statements. The court held that "[t]he claim that
    UpCodes offers integrated amendments is not rendered false by the fact that
    'some but not all' amendments are posted." Int'l Code Council, Inc., 
    2021 WL 1236106
    , at *6. We disagree and conclude that ICC did adequately allege that
    these statements were false.
    Accepting ICC's allegations of omitted amendments as true, at least one
    statement is facially false. UpCodes describes itself as the "only place where all
    the codes are kept up-to-date with all the amendments integrated natively into the
    code." App'x 34, ¶ 51 (emphasis added). This statement—with which the district
    court did not engage—unambiguously asserts that UpCodes does integrate all
    amendments for a given jurisdiction. Because the complaint plausibly alleges
    20
    21-826 (L)
    Int'l Code Council v. UpCodes
    that UpCodes failed to incorporate amendments made by some jurisdictions, see
    App'x 29-31, ¶¶ 38-43, ICC adequately pled the falsity of this statement.
    We further conclude that the other relevant statements are also literally
    false as pled because they "necessarily and unambiguously imply a false
    message." Time Warner, 
    497 F.3d at 148
    . Statements such as "UpCodes hosts the
    adopted codes as enacted by the state or local jurisdiction" and "UpCodes has
    integrated the local codes in jurisdiction [sic] like Pennsylvania and New York
    State," App'x 36-37, ¶ 54 (emphasis added), seem to us to necessarily imply that
    UpCodes integrates all local amendments made in those jurisdictions. The
    district court's interpretation—that these statements could be understood to
    promise only that UpCodes integrates some of a jurisdiction's amendments (and
    thus offers incomplete local codes)—is implausible when considered in context. 5
    5 Even if these statements were ambiguous and therefore not literally false, the
    district court would have erred by ending the inquiry there without properly
    considering whether they were impliedly false based on allegations of consumer
    confusion. The court concluded that "the statements regarding amendment
    integration are . . . [not] impliedly false," Int'l Code Council, Inc., 
    2021 WL 1236106
    ,
    at *6, but it did not purport to analyze whether ICC had failed to allege consumer
    confusion. See Hall v. Bed Bath & Beyond, Inc., 
    705 F.3d 1357
    , 1368 (Fed. Cir. 2013)
    ("At the pleading stage, plaintiffs need only state that there was confusion and
    offer facts to support that claim." (internal quotation marks omitted)). We do not
    reach this issue because ICC adequately pled literal falsity, for which "no
    21
    21-826 (L)
    Int'l Code Council v. UpCodes
    For these reasons, we conclude that ICC adequately pled the falsity of UpCodes's
    statements regarding integrated amendments.
    2. UpCodes's statements regarding the exclusivity of its services
    ICC alleges that UpCodes falsely stated that it is the "sole" provider of
    codes with integrated amendments when ICC also offered some of the same
    materials. In its pre-motion letter, UpCodes argued that its "representation [was]
    actually qualified," because "ICC's own screenshot shows that UpCodes claims to
    be the only source of integrated codes only for 'jurisdictions [that] do not provide
    integrated code books.'" Int'l Code Council, Inc., 
    2021 WL 1236106
    , at *8 (emphasis
    added) (quoting App'x 41, ¶ 63). UpCodes urged the court to dismiss ICC's
    claim "[b]ecause ICC d[id] not allege that the statement as qualified is false." 
    Id.
    (emphasis added). The district court concluded that ICC had "conceded" the
    point "[b]ecause [ICC did] not respond to this argument" in its pre-motion letter,
    even though ICC's letter was limited to three pages and the court did not give
    ICC notice that its pre-motion letter might be converted to its response to a
    motion to dismiss that had not yet been filed. 
    Id.
    extrinsic evidence of consumer confusion is required." Time Warner, 
    497 F.3d at 158
    .
    22
    21-826 (L)
    Int'l Code Council v. UpCodes
    Given the opportunity on appeal, ICC now responds. We conclude that it
    adequately pled the falsity of UpCodes's statements regarding the exclusivity of
    its services. The district court relied on only one of the challenged statements,
    which appeared to be qualified, but it did not address other statements in which
    UpCodes did not limit its claims to jurisdictions that do not otherwise provide
    integrated code books. For example, the complaint challenged the following
    statement by UpCodes on its webpage for New York state: "States and cities
    enact critical amendments to the base codes. New York State has made
    amendment [sic] to the codes. UpCodes provides the only source to view these
    amendments integrated into the model codes." App'x 42, ¶ 64 (emphasis added).
    This statement unambiguously asserts that UpCodes is the only entity that
    provides integrated amendments for the state of New York. ICC pled that it also
    provides Custom Codes, including "New York building codes showing
    integrated amendments made by New York." App'x 41, ¶ 64. 6 We conclude that
    6 UpCodes attempts to rebut ICC's argument by introducing extrinsic evidence
    that ICC did not offer integrated amendments for one prior iteration of the New
    York state building code. We decline to consider this on a motion to dismiss;
    UpCodes will have the opportunity to introduce such evidence at a later stage.
    Even if UpCodes's allegations were proven, it is not clear that it would render
    true its assertion that "UpCodes provides the only source to view [New York
    state's] amendments integrated into the model codes," which implicitly
    23
    21-826 (L)
    Int'l Code Council v. UpCodes
    ICC has adequately pled that UpCodes's statements necessarily imply the false
    message that ICC does not offer integrated amendments.
    3. UpCodes's statements regarding accuracy and its guarantees that users
    will completely understand relevant code
    The district court determined that ICC sufficiently alleged the falsity of
    UpCodes's statements that its codes were accurate and up-to-date and that it
    provides a complete understanding of relevant material, but the court
    nevertheless concluded that those statements were non-actionable puffery. We
    address the accuracy statements and completeness statements separately. First,
    we agree with the district court that ICC alleged the falsity of UpCodes's
    accuracy claims, but we disagree that we can, at least at this stage of the
    proceedings, conclude that they are puffery. Second, the district court correctly
    determined that UpCodes's statements regarding completeness are non-
    actionable puffery, but as explained in section B.3.b. below, we disagree with the
    district court's reasons for reaching that conclusion.
    a. Claims of accuracy
    references all New York codes, not a specific year's building code. App'x 42,
    ¶ 64.
    24
    21-826 (L)
    Int'l Code Council v. UpCodes
    ICC adequately alleges that UpCodes made false statements about the
    accuracy and comprehensiveness of its products. These statements include
    claims such as "[a]lways up to date" and "never work from outdated code," and
    implications that the website contained "all [relevant] code." App'x 33-34, ¶ 50;
    id. at 35, ¶ 52. In another statement made on Twitter, UpCodes doubled down:
    "ICC says 'UpCodes cannot guarantee that it has the most accurate, up-to-date
    information on its website'. How does that make any sense? We are only [sic]
    place where all the codes are kept up-to-date with all the amendments integrated
    natively into the code." App'x 34, ¶ 51 (emphasis added). We need not decide
    whether these statements are rendered false by minor, superficial errors; by
    averring that its codes are completely up-to-date and comprehensive, at the very
    least, UpCodes "necessarily impl[ies] [the] false message" that its materials are
    not missing entire sections of code or erroneously publishing material that it had
    not been enacted as law. Time Warner, 
    497 F.3d at 158
    . Therefore—accepting the
    truth of ICC's plausible allegations of UpCodes's errors—ICC has properly pled
    that UpCodes's statements regarding accuracy are false.
    We disagree with the district court that, at this early stage, these accuracy-
    related statements can be deemed puffery, which would render them non-
    25
    21-826 (L)
    Int'l Code Council v. UpCodes
    actionable under the Lanham Act. See Lipton v. Nature Co., 
    71 F.3d 464
    , 474 (2d
    Cir. 1995). Determining whether each of them is puffery requires a factual
    inquiry into how users interpreted UpCodes's claims, and we therefore conclude
    that the district court erred in dismissing this portion of ICC's false advertising
    claim.
    We have recognized two forms of puffery: The first encompasses
    "[s]ubjective claims about products, which cannot be proven either true or false,"
    Time Warner, 
    497 F.3d at 159
     (quoting Lipton, 
    71 F.3d at 474
    ). It often manifests as
    "exaggeration[s] or overstatement[s]" that mention "nothing specific," but rather
    amount to "general claim[s] of superiority" "expressed in broad, vague, and
    commendatory language" that are "considered to be offered and understood as
    an expression of the seller's opinion only." Id. at 159-60 (quoting Castrol Inc. v.
    Pennzoil Co., 
    987 F.2d 939
    , 945 (3d Cir. 1993) and Pizza Hut, Inc. v. Papa John's
    Int'l, Inc., 
    227 F.3d 489
    , 497 (5th Cir. 2000)). The second form of puffery involves
    "exaggerated, blustering, and boasting statement[s]" that are objective—and
    26
    21-826 (L)
    Int'l Code Council v. UpCodes
    therefore technically provable—but "upon which no reasonable buyer would be
    justified in relying." Id. at 160 (quoting Pizza Hut, Inc., 
    227 F.3d at 497
    ). 7
    Whether a puffery defense against a false advertising claim can be
    resolved on a motion to dismiss depends in part on the type of puffery at issue:
    If the challenged advertisements fall under the first form of puffery—subjective
    statements of opinion which cannot be proven false—then courts treat them as
    non-actionable puffery as a matter of law. A plaintiff cannot state a false
    advertising claim based on such a statement because, by definition, it cannot be
    proven false. See Groden v. Random House, Inc., 
    61 F.3d 1045
    , 1051 (2d Cir. 1995)
    ("[S]tatements of opinion are generally not the basis for Lanham Act liability.");
    7The district court purported to identify three types of puffery, splitting the first
    form of puffery into two: (1) subjective claims about products, which cannot be
    proven either true or false, and (2) opinion-based exaggerations or
    overstatements (which the court incorrectly stated could be provable). See Int'l
    Code Council, Inc., 
    2021 WL 1236106
    , at *7. In Time Warner, we treated these as
    encompassed by a single definition of subjective, non-provable puffery. See 
    497 F.3d at 159
     (referring to both sets of terms collectively as "this definition" and
    "Lipton's and Pennzoil Co.'s definition of puffery"); 
    id. at 160
     (describing this form
    of puffery as "a general claim of superiority over comparable products that is so
    vague that it can be understood as nothing more than a mere expression of
    opinion"). We adhere to our identification of two categories of puffery in Time
    Warner, even though distinguishing between them may be easier in some cases
    than others. See ONY, Inc. v. Cornerstone Therapeutics, Inc., 
    720 F.3d 490
    , 496 (2d
    Cir. 2013) ("[T]he line between fact and opinion is not always a clear one.").
    27
    21-826 (L)
    Int'l Code Council v. UpCodes
    see also ONY, Inc., 720 F.3d at 496 (defining "statements of pure opinion" as
    "statements incapable of being proven false").
    On the other hand, when an advertisement might fall within the second
    form of puffery—statements that are provable but are so exaggerated that no
    reasonable buyer would be justified in relying on them—the court must evaluate
    how a reasonable buyer would react. This often requires extrinsic evidence of
    consumer impact. See Time Warner, 
    497 F.3d at 158
    . Such a fact-intensive inquiry
    typically should not be resolved on a motion to dismiss. In some cases, however,
    a statement may be technically false but so patently hyperbolic that any
    allegations that it misled consumers are facially implausible, thereby making the
    false advertising claim ripe for dismissal on puffery grounds. See Iqbal, 
    556 U.S. at 678
    ; cf. Fink v. Time Warner Cable, 
    714 F.3d 739
    , 741-42 (2d Cir. 2013) (holding
    that plaintiffs' claims "lack the facial plausibility necessary to survive a motion to
    dismiss" and that "[i]t is well settled that a court may determine as a matter of
    law that an allegedly deceptive advertisement would not have misled a
    reasonable consumer"). This distinction may be demonstrated by example: If a
    bubblegum brand advertised that its gum permits chewers to "blow a bubble as
    big as the moon," the statement would be literally false, but it is facially
    28
    21-826 (L)
    Int'l Code Council v. UpCodes
    implausible that any reasonable buyer could justifiably rely on that claim. A
    court could thus dismiss a Lanham Act challenge based upon it. Yet, if the
    company falsely advertised that you could "blow a bubble bigger than your own
    head," it is plausible that a reasonable buyer could be misled. The statement
    might qualify as puffery, but only if consumer evidence introduced at summary
    judgment or trial showed that "no reasonable buyer would be justified in relying
    on it in navigating the marketplace." Time Warner, 
    497 F.3d at 161
     (internal
    quotation marks omitted).
    District court decisions within this Circuit largely follow the foregoing
    approach to dismissing such claims. Compare, e.g., Weight Watchers Int'l, Inc. v.
    Noom, Inc., 
    403 F. Supp. 3d 361
    , 371 (S.D.N.Y. 2019) (dismissing Lanham Act
    challenge to "a claim of superiority that is so vague that any reasonable consumer
    would recognize it as an opinion" (internal quotation marks omitted)), and Davis
    v. Avvo, Inc., 
    345 F. Supp. 3d 534
    , 542 (S.D.N.Y. 2018) ("Courts can determine that
    a statement is puffery as a matter of law when the statement does not provide a
    concrete representation."), with, e.g., Verizon Directories Corp. v. Yellow Book USA,
    Inc., 
    309 F. Supp. 2d 401
    , 407-08 (E.D.N.Y. 2004) (denying motion to dismiss false
    advertising claim on puffery grounds because "[e]vidence is required on a
    29
    21-826 (L)
    Int'l Code Council v. UpCodes
    motion for summary judgement [sic] or at trial" when it is unclear "how users
    and advertisers would be affected by [challenged advertisements]"), and Nasdaq
    Stock Mkt., Inc. v. Archipelago Holdings, 
    336 F. Supp. 2d 294
    , 305 (S.D.N.Y. 2004)
    (denying motion to dismiss when "puffery defense . . . necessitates a fact-specific
    determination of whether the advertisements at issue contain an implied
    falsehood sufficiently specific to mislead the relevant consumers").
    UpCodes's claims of accuracy are provable as false; therefore, they could
    fall under the second form of puffery but only if they are such "exaggerated,
    blustering, and boasting statement[s]" that "no reasonable buyer would be
    justified in relying" on them. Time Warner, 
    497 F.3d at 160
     (quoting Pizza Hut,
    Inc., 
    227 F.3d at 497
    ). UpCodes's assurances that its products are "[a]lways up to
    date" and that its users will "never work from outdated code" are not so patently
    hyperbolic that it would be implausible for buyers to rely on them. App'x 33-34,
    ¶ 50. Rather, it seems to us to be plausible that a reasonable consumer would
    construe these claims as specific statements about the quality of UpCodes's
    offerings and understand them to mean that the codes published on UpCodes's
    website accurately reflect the law. Thus, UpCodes could prevail on its puffery
    defense only after introducing extrinsic evidence of the statements' effect on
    30
    21-826 (L)
    Int'l Code Council v. UpCodes
    consumers on a motion for summary judgment or at trial. Neither we nor the
    district court should resolve this fact-intensive inquiry at the pleadings stage.
    We are not persuaded by the district court's reasons for reaching the
    opposite conclusion. First, the district court relied on out-of-circuit precedents
    that "have treated the term[] 'accurate' . . . as puffing language." Int'l Code
    Council, Inc., 
    2021 WL 1236106
    , at *7. But other courts' treatment of a specific
    word is of little help unless that word is used in a sufficiently similar context.
    Courts "must analyze the message conveyed in full context" and "must consider
    the advertisement in its entirety and not . . . engage in disputatious dissection."
    Time Warner, 
    497 F.3d at 158
     (internal quotation marks omitted). 8 For example,
    the term "always" could amount to puffery if it modifies something subjective.
    See, e.g., Dyson, Inc. v. Garry Vacuum, LLC, No. CV 10-01626 MMM (VBKx), 
    2011 WL 13268002
    , at *15 (C.D. Cal. Jan. 4, 2011) (holding that claim that a vacuum
    will "always work effectively" is puffery because it "reflect[s] a subjective
    8 The parties' briefing similarly engages in a battle of district court precedents,
    arguing over cases that deal with terms like "all," "100%," and "anywhere." As
    Judge Jack Weinstein once lamented, "[a]t the level of a motion directed to the
    pleadings, the extensive citations submitted by the parties to widely disparate
    cases where the communication was characterized as 'puffery' or 'fact' are almost
    useless." Verizon Directories Corp., 
    309 F. Supp. 2d at 407
    . These precedents are
    largely unhelpful because we must consider the terms in context.
    31
    21-826 (L)
    Int'l Code Council v. UpCodes
    evaluation of effectiveness that cannot be measured or quantified"). And the
    term "up to date" could be subjective when used as a comparator or superlative
    (e.g., "more up to date" or "most up to date"). See, e.g., TSI Prods., Inc. v. Armor
    All/STP Prods. Co., No. 3:17-CV-1131 (MPS), 
    2019 WL 4600310
    , at *11 (D. Conn.
    Sept. 23, 2019) ("Courts have also been skeptical of superlatives in creating
    actionable statements of false advertising."). But UpCodes did not advertise that
    its codes were "always helpful" or "the most up to date"; UpCodes claimed that
    its products were "always up to date." App'x 33-34, ¶ 50 (emphasis added). We
    do not see how such a statement can be anything other than an explicit claim
    about the quality of its products.
    Second, the district court understated the errors alleged by ICC when it
    decided that that "'no reasonable buyer' would take UpCodes's representations of
    accuracy and completeness to mean that the codes are instantaneously updated
    and at all times error free" because "[a]s changes in law occur, some delay
    between the adoption of those changes . . . and their publication on the UpCodes
    website is not only understandable, but expected." Int'l Code Council, Inc., 
    2021 WL 1236106
    , at *8. That may be true, but ICC did not allege that UpCodes's
    representations of accuracy statements are false because UpCodes was slow to
    32
    21-826 (L)
    Int'l Code Council v. UpCodes
    update newly enacted codes. Rather, the complaint alleges that the codes were
    riddled with blatant errors, such as publishing the entire "text of ICC's model
    International Residential Code 2015 as the 'Residential Code 2015 of Wyoming'
    even though Wyoming has not incorporated the entire International Residential
    Code 2015," App'x 28, ¶ 34, and publishing eleven code appendices as part of the
    Building Code 2015 of Wyoming and two code appendices as part of the
    Wyoming Fire Code even though Wyoming had never adopted those
    appendices. App'x 29, ¶¶ 36, 37. While it might be unreasonable for a consumer
    to think that UpCodes instantaneously updated every code as it was revised, one
    could reasonably believe based on UpCodes's representations that its website
    would not include obvious omissions and inaccuracies such as these.
    Finally, we disagree with the district court that a disclaimer on Upcodes's
    website can shield the defendants from liability at this early stage. The district
    court noted that the website "expressly disclaims liability for 'any errors or
    omissions in the information or content' on its website," which, according to the
    court, further indicates that the website's statements of accuracy and
    completeness are mere puffery. Int'l Code Council, Inc., 
    2021 WL 1236106
    , at *8
    (quoting App'x 32-33, ¶ 47). Although "under certain circumstances, the
    33
    21-826 (L)
    Int'l Code Council v. UpCodes
    presence of a disclaimer or similar clarifying language may defeat a claim of
    deception," Fink, 714 F.3d at 742, the sufficiency of UpCodes's disclaimer
    depends upon its effect on consumers, which raises factual questions that are not
    well suited for resolution on a motion to dismiss. See, e.g., Consumers Union of
    U.S., Inc. v. New Regina Corp., 
    664 F. Supp. 753
    , 772 (S.D.N.Y. 1987) ("The
    adequacy of a disclaimer . . . presents an issue of fact."). UpCodes notes that, in
    at least one case, the Ninth Circuit relied on a disclaimer at the motion-to-dismiss
    stage to find that consumers would not be deceived by a challenged statement.
    That case, however, presented unusual circumstances: the disclaimer appeared
    in the same sentence as the allegedly deceptive words and used language that was
    so clear "that no reasonable addressee could believe" the plaintiffs' allegations of
    being misled. Freeman v. Time, Inc., 
    68 F.3d 285
    , 290 (9th Cir. 1995). UpCodes's
    generic disclaimer is thus easily distinguishable.
    We conclude that the district court erred in dismissing this subset of claims
    because ICC adequately pled that UpCodes's statements regarding accuracy are
    false and, at this stage of the proceedings, UpCodes cannot demonstrate that
    those statements are nonactionable puffery.
    b. Claims of completeness
    34
    21-826 (L)
    Int'l Code Council v. UpCodes
    ICC also challenged UpCodes's statements that its website provides "a
    complete understanding of relevant material." App'x 34-35, ¶ 52. The district
    court determined that ICC adequately alleged falsity but concluded that such
    statements fell under the second type of nonactionable puffery "because they are
    exactly the type of 'exaggerated' and 'boasting' statements 'upon which no
    reasonable buyer would be justified in relying.'" Int'l Code Council, Inc., 
    2021 WL 1236106
    , at *7 (quoting Time Warner, 
    497 F.3d at 160
    ). 9 We agree with the district
    court's ultimate determination that these advertisements qualify as
    nonactionable puffery but for a different reason: They are subjective statements
    of UpCodes's opinion.
    As we have noted, a statement is nonactionable puffery if it makes
    "[s]ubjective claims about products, which cannot be proven either true or false."
    Time Warner, 
    497 F.3d at 159
     (quoting Lipton, 
    71 F.3d at 474
    ). Whether users
    could glean a "complete understanding of relevant material" from UpCodes's
    9The district court's analysis of these claims appears to be facially inconsistent.
    In the same paragraph, the court concluded that ICC had "adequately pled
    falsity" as to UpCodes's completeness statements, and then it cited a district court
    opinion for the proposition that "advertising terms like 'complete' are puffery
    because they are subjective and cannot be proven true or false."). Int'l Code
    Council, Inc., 
    2021 WL 1236106
    , at *7 (quoting Stokely-Van Camp, Inc. v. Coca-Cola
    Co., 
    646 F. Supp. 2d 510
    , 526 (S.D.N.Y. 2009)).
    35
    21-826 (L)
    Int'l Code Council v. UpCodes
    website is immeasurable and subjective. App'x 34-35, ¶ 52. That is, even if
    UpCodes provided entirely accurate materials, whether any individual could
    "[u]nderstand all code relevant to [her] project" depends on the cognitive abilities
    of the user and the nature of the project. App'x 35, ¶ 52. These statements,
    which are "expressed in broad, vague, and commendatory language," should be
    "understood as an expression of the seller's opinion only." Time Warner, 
    497 F.3d at 159
     (quoting Pennzoil Co., 
    987 F.2d at 945
    ). False advertising claims
    challenging this type of puffery are appropriately resolved at the pleadings stage.
    We therefore affirm the dismissal of ICC's claims challenging this limited set of
    statements.
    C.      Materiality
    The district court did not address whether UpCodes's allegedly false
    statements were material. Now that the issue has been fully briefed by the
    parties on appeal, we conclude that ICC adequately alleges materiality.
    In addition to pleading falsity, ICC must also plausibly allege "that the
    false or misleading representation involved an inherent or material quality of the
    product." Apotex Inc., 823 F.3d at 63 (internal quotation marks omitted). In other
    words, the allegedly false statement must be "likely to influence purchasing
    36
    21-826 (L)
    Int'l Code Council v. UpCodes
    decisions." Id. (quoting Nat'l Basketball Ass'n v. Motorola, Inc., 
    105 F.3d 841
    , 855
    (2d Cir. 1997)). We have declared that plaintiffs "should be given the
    opportunity to develop their evidence" to demonstrate materiality. See Nat'l
    Ass'n of Pharm. Mfrs., Inc. v. Ayerst Lab'ys, 
    850 F.2d 904
    , 917 (2d Cir. 1988). And
    we have explained that the question of "whether or not [consumers] construed" a
    statement as material generally "cannot be determined on consideration of a
    motion to dismiss." 
    Id.
     10
    ICC's allegations that UpCodes's false statements were "likely to influence
    purchasing decisions" are plausible, App'x 44, ¶ 75, particularly because nearly
    all the challenged statements either assure the accuracy of complex legal codes,
    promote a central feature of UpCodes's business (i.e., the integration of local
    amendments), or imply that ICC offers inferior services. Therefore, we conclude
    10UpCodes argues that ICC should be held to a higher pleading standard, based
    on a district court decision that stated plaintiffs need to "offer facts to support
    [their] claim" that "consumers or retailers were misled or confused by the
    challenged advertisement." Appellees' Br. at 50 (quoting Lokai Holdings LLC v.
    Twin Tiger USA LLC, 
    306 F. Supp. 3d 629
    , 639 (S.D.N.Y. 2018)). But that
    requirement belongs to the unrelated implied falsity analysis, which requires that
    plaintiffs plead sufficient facts to support a finding that consumers were
    confused or misled by a statement that is not literally false. The materiality
    inquiry separately analyzes whether that confusion (or, in this case, whether the
    statements' literal falsity) related to an inherent quality of the product, such that
    they would influence consumers' purchasing decisions.
    37
    21-826 (L)
    Int'l Code Council v. UpCodes
    that ICC pled sufficient facts to demonstrate materiality for the purpose of
    surviving a motion to dismiss.
    CONCLUSION
    Although we decide that the district court erred by sua sponte and without
    notice construing the parties' pre-motion letters as briefing on a motion to
    dismiss and granting that motion, in light of the unusual circumstances of this
    appeal, we are able to reach the merits of the motion to dismiss based on the
    appellate briefing. We conclude that the district court erred by granting the
    defendants' motion to dismiss in its entirety: ICC adequately pled falsity as to all
    of the challenged statements except those suggesting that users will obtain a
    "full" or "complete understanding" of relevant code from UpCodes's website.
    The statements claiming completeness are nonactionable puffery and therefore
    we affirm the dismissal of ICC's claims to the extent they are premised on them.
    ICC's complaint sufficiently alleges, for the purpose of surviving a motion to
    dismiss, that the remaining challenged statements are material.
    We have considered the defendants' remaining arguments on appeal and
    conclude that they are without merit. For the reasons explained above, we
    AFFIRM IN PART and REVERSE IN PART the district court's decision and order
    38
    21-826 (L)
    Int'l Code Council v. UpCodes
    and REMAND for further proceedings consistent with this opinion.
    39